{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 准备类别不平衡数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X,y = make_classification(n_samples=5000, n_features=2, \n",
    "                          n_informative=2, n_redundant=0, \n",
    "                          n_repeated=0, n_classes=3, \n",
    "                          n_clusters_per_class=1, \n",
    "                          weights=[0.01, 0.05, 0.94], random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 8.62420206e-01, -9.63476905e-01],\n",
       "       [-1.38080465e-03, -2.66979396e+00],\n",
       "       [ 1.40804486e+00, -5.32895046e-01],\n",
       "       ...,\n",
       "       [ 1.09447133e+00, -6.99569620e-01],\n",
       "       [ 1.60312887e+00, -8.26180435e-01],\n",
       "       [ 1.99589648e+00,  5.42836944e-01]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 2)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([2, 2, 2, ..., 2, 2, 2]), (5000,))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({2: 4674, 1: 262, 0: 64})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据可视化\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 过采样\n",
    "\n",
    "## 随机过采样"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.over_sampling import RandomOverSampler\n",
    "ros = RandomOverSampler(random_state=0)\n",
    "\n",
    "X_resampled, y_resampled = ros.fit_resample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({2: 4674, 1: 4674, 0: 4674})"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y_resampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据可视化\n",
    "plt.scatter(X_resampled[:, 0], X_resampled[:, 1], c=y_resampled)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SMOTE过采样"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.over_sampling import SMOTE\n",
    "\n",
    "X_resampled, y_resampled = SMOTE().fit_resample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({2: 4674, 1: 4674, 0: 4674})"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y_resampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据可视化\n",
    "plt.scatter(X_resampled[:, 0], X_resampled[:, 1], c=y_resampled)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 欠采样方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "\n",
    "rus = RandomUnderSampler(random_state=0)\n",
    "\n",
    "X_resampled, y_resampled = rus.fit_resample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({0: 64, 1: 64, 2: 64})"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y_resampled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据可视化\n",
    "plt.scatter(X_resampled[:, 0], X_resampled[:, 1], c=y_resampled)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
